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2016 | OriginalPaper | Chapter

1. Introduction to Emotions and Personality in Personalized Systems

Authors : Marko Tkalčič, Berardina De Carolis, Marco de Gemmis, Ante Odić, Andrej Košir

Published in: Emotions and Personality in Personalized Services

Publisher: Springer International Publishing

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Abstract

Personalized systems traditionally used the traces of user interactions to learn the user model, which was used by sophisticated algorithms to choose the appropriate content for the user and the situation. Recently, new types of user models started to emerge, which take into account more user-centric information, such as emotions and personality. Initially, these models were conceptually interesting but of little practical value as emotions and personality were difficult to acquire. However, with the recent advancement in unobtrusive technologies for the detection of emotions and personality these models are becoming interesting both for researchers and practitioners in the domain of personalized systems. This chapter introduces the book, which aims at covering the whole spectrum of knowledge needed to research and develop emotion- and personality-aware systems. The chapters cover (i) psychological theories, (ii) computational methods for the unobtrusive acquisition of emotions and personality, (iii) applications of personalized systems in recommender systems, conversational systems, music information retrieval, and e-learning, (iv) evaluation methods, and (v) privacy issues.

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Metadata
Title
Introduction to Emotions and Personality in Personalized Systems
Authors
Marko Tkalčič
Berardina De Carolis
Marco de Gemmis
Ante Odić
Andrej Košir
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-31413-6_1